{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 读取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Timestamp</th>\n",
       "      <th>Price</th>\n",
       "      <th>stock_volume</th>\n",
       "      <th>amount_volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990/12/19</td>\n",
       "      <td>99.9800</td>\n",
       "      <td>1260</td>\n",
       "      <td>494000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990/12/20</td>\n",
       "      <td>104.3900</td>\n",
       "      <td>197</td>\n",
       "      <td>84000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990/12/21</td>\n",
       "      <td>109.1300</td>\n",
       "      <td>28</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990/12/24</td>\n",
       "      <td>114.5500</td>\n",
       "      <td>32</td>\n",
       "      <td>31000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990/12/25</td>\n",
       "      <td>120.2500</td>\n",
       "      <td>15</td>\n",
       "      <td>6000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7140</th>\n",
       "      <td>2020/3/6</td>\n",
       "      <td>3034.5113</td>\n",
       "      <td>362061533</td>\n",
       "      <td>3.77E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7141</th>\n",
       "      <td>2020/3/9</td>\n",
       "      <td>2943.2907</td>\n",
       "      <td>414560736</td>\n",
       "      <td>4.38E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7142</th>\n",
       "      <td>2020/3/10</td>\n",
       "      <td>2996.7618</td>\n",
       "      <td>393296648</td>\n",
       "      <td>4.25E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7143</th>\n",
       "      <td>2020/3/11</td>\n",
       "      <td>2968.5174</td>\n",
       "      <td>352470970</td>\n",
       "      <td>3.79E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7144</th>\n",
       "      <td>2020/3/12</td>\n",
       "      <td>2923.4856</td>\n",
       "      <td>307778457</td>\n",
       "      <td>3.28E+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7145 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Timestamp      Price  stock_volume amount_volume\n",
       "0     1990/12/19    99.9800          1260        494000\n",
       "1     1990/12/20   104.3900           197         84000\n",
       "2     1990/12/21   109.1300            28         16000\n",
       "3     1990/12/24   114.5500            32         31000\n",
       "4     1990/12/25   120.2500            15          6000\n",
       "...          ...        ...           ...           ...\n",
       "7140    2020/3/6  3034.5113     362061533      3.77E+11\n",
       "7141    2020/3/9  2943.2907     414560736      4.38E+11\n",
       "7142   2020/3/10  2996.7618     393296648      4.25E+11\n",
       "7143   2020/3/11  2968.5174     352470970      3.79E+11\n",
       "7144   2020/3/12  2923.4856     307778457      3.28E+11\n",
       "\n",
       "[7145 rows x 4 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读取数据\n",
    "import pandas as pd\n",
    "df=pd.read_csv('shanghai_index_1990_12_19_to_2020_03_12.csv')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>stock_volume</th>\n",
       "      <th>amount_volume</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990/12/19</td>\n",
       "      <td>99.9800</td>\n",
       "      <td>1260</td>\n",
       "      <td>494000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990/12/20</td>\n",
       "      <td>104.3900</td>\n",
       "      <td>197</td>\n",
       "      <td>84000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990/12/21</td>\n",
       "      <td>109.1300</td>\n",
       "      <td>28</td>\n",
       "      <td>16000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990/12/24</td>\n",
       "      <td>114.5500</td>\n",
       "      <td>32</td>\n",
       "      <td>31000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990/12/25</td>\n",
       "      <td>120.2500</td>\n",
       "      <td>15</td>\n",
       "      <td>6000</td>\n",
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       "      <th>...</th>\n",
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       "      <td>362061533</td>\n",
       "      <td>3.77E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7141</th>\n",
       "      <td>2020/3/9</td>\n",
       "      <td>2943.2907</td>\n",
       "      <td>414560736</td>\n",
       "      <td>4.38E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7142</th>\n",
       "      <td>2020/3/10</td>\n",
       "      <td>2996.7618</td>\n",
       "      <td>393296648</td>\n",
       "      <td>4.25E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7143</th>\n",
       "      <td>2020/3/11</td>\n",
       "      <td>2968.5174</td>\n",
       "      <td>352470970</td>\n",
       "      <td>3.79E+11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7144</th>\n",
       "      <td>2020/3/12</td>\n",
       "      <td>2923.4856</td>\n",
       "      <td>307778457</td>\n",
       "      <td>3.28E+11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7145 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              ds          y  stock_volume amount_volume\n",
       "0     1990/12/19    99.9800          1260        494000\n",
       "1     1990/12/20   104.3900           197         84000\n",
       "2     1990/12/21   109.1300            28         16000\n",
       "3     1990/12/24   114.5500            32         31000\n",
       "4     1990/12/25   120.2500            15          6000\n",
       "...          ...        ...           ...           ...\n",
       "7140    2020/3/6  3034.5113     362061533      3.77E+11\n",
       "7141    2020/3/9  2943.2907     414560736      4.38E+11\n",
       "7142   2020/3/10  2996.7618     393296648      4.25E+11\n",
       "7143   2020/3/11  2968.5174     352470970      3.79E+11\n",
       "7144   2020/3/12  2923.4856     307778457      3.28E+11\n",
       "\n",
       "[7145 rows x 4 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#把时间改成ds 价格改成y  ds和y是prophet的保留字\n",
    "df.rename(columns={'Timestamp':'ds','Price':'y'},inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 模型拟合与预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:numexpr.utils:Note: NumExpr detected 64 cores but \"NUMEXPR_MAX_THREADS\" not set, so enforcing safe limit of 8.\n",
      "INFO:numexpr.utils:NumExpr defaulting to 8 threads.\n",
      "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n"
     ]
    },
    {
     "data": {
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1990-12-19</td>\n",
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       "      <th>1</th>\n",
       "      <td>1990-12-20</td>\n",
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       "      <th>2</th>\n",
       "      <td>1990-12-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990-12-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990-12-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7230</th>\n",
       "      <td>2020-06-06</td>\n",
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       "    <tr>\n",
       "      <th>7231</th>\n",
       "      <td>2020-06-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7232</th>\n",
       "      <td>2020-06-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7233</th>\n",
       "      <td>2020-06-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7234</th>\n",
       "      <td>2020-06-10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7235 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds\n",
       "0    1990-12-19\n",
       "1    1990-12-20\n",
       "2    1990-12-21\n",
       "3    1990-12-24\n",
       "4    1990-12-25\n",
       "...         ...\n",
       "7230 2020-06-06\n",
       "7231 2020-06-07\n",
       "7232 2020-06-08\n",
       "7233 2020-06-09\n",
       "7234 2020-06-10\n",
       "\n",
       "[7235 rows x 1 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from fbprophet import Prophet\n",
    "model=Prophet()#模型的构造\n",
    "model.fit(df)#训练模型\n",
    "future=model.make_future_dataframe(periods=90)#预测未来三个月\n",
    "future#比原来多了90行数据  按照时间往后推的三个月 这里只有ds 下一步把y也预测出来"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>trend</th>\n",
       "      <th>yhat_lower</th>\n",
       "      <th>yhat_upper</th>\n",
       "      <th>trend_lower</th>\n",
       "      <th>trend_upper</th>\n",
       "      <th>additive_terms</th>\n",
       "      <th>additive_terms_lower</th>\n",
       "      <th>additive_terms_upper</th>\n",
       "      <th>weekly</th>\n",
       "      <th>weekly_lower</th>\n",
       "      <th>weekly_upper</th>\n",
       "      <th>yearly</th>\n",
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       "      <th>0</th>\n",
       "      <td>1990-12-19</td>\n",
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       "      <td>-51.192899</td>\n",
       "      <td>-51.192899</td>\n",
       "      <td>-25.542643</td>\n",
       "      <td>-25.542643</td>\n",
       "      <td>-25.542643</td>\n",
       "      <td>-25.650256</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1990-12-20</td>\n",
       "      <td>-36.488699</td>\n",
       "      <td>-464.725187</td>\n",
       "      <td>290.940411</td>\n",
       "      <td>-36.488699</td>\n",
       "      <td>-36.488699</td>\n",
       "      <td>-52.648794</td>\n",
       "      <td>-52.648794</td>\n",
       "      <td>-52.648794</td>\n",
       "      <td>-27.825774</td>\n",
       "      <td>-27.825774</td>\n",
       "      <td>-27.825774</td>\n",
       "      <td>-24.823019</td>\n",
       "      <td>-24.823019</td>\n",
       "      <td>-24.823019</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-89.137493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1990-12-21</td>\n",
       "      <td>-35.102726</td>\n",
       "      <td>-489.532402</td>\n",
       "      <td>290.922581</td>\n",
       "      <td>-35.102726</td>\n",
       "      <td>-35.102726</td>\n",
       "      <td>-51.191085</td>\n",
       "      <td>-51.191085</td>\n",
       "      <td>-51.191085</td>\n",
       "      <td>-27.366266</td>\n",
       "      <td>-27.366266</td>\n",
       "      <td>-27.366266</td>\n",
       "      <td>-23.824819</td>\n",
       "      <td>-23.824819</td>\n",
       "      <td>-23.824819</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-86.293811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1990-12-24</td>\n",
       "      <td>-30.944807</td>\n",
       "      <td>-465.625067</td>\n",
       "      <td>335.602725</td>\n",
       "      <td>-30.944807</td>\n",
       "      <td>-30.944807</td>\n",
       "      <td>-46.985851</td>\n",
       "      <td>-46.985851</td>\n",
       "      <td>-46.985851</td>\n",
       "      <td>-27.082119</td>\n",
       "      <td>-27.082119</td>\n",
       "      <td>-27.082119</td>\n",
       "      <td>-19.903732</td>\n",
       "      <td>-19.903732</td>\n",
       "      <td>-19.903732</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-77.930658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1990-12-25</td>\n",
       "      <td>-29.558834</td>\n",
       "      <td>-454.912651</td>\n",
       "      <td>341.686877</td>\n",
       "      <td>-29.558834</td>\n",
       "      <td>-29.558834</td>\n",
       "      <td>-47.267699</td>\n",
       "      <td>-47.267699</td>\n",
       "      <td>-47.267699</td>\n",
       "      <td>-28.923593</td>\n",
       "      <td>-28.923593</td>\n",
       "      <td>-28.923593</td>\n",
       "      <td>-18.344107</td>\n",
       "      <td>-18.344107</td>\n",
       "      <td>-18.344107</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-76.826533</td>\n",
       "    </tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7230</th>\n",
       "      <td>2020-06-06</td>\n",
       "      <td>3170.422336</td>\n",
       "      <td>2929.935470</td>\n",
       "      <td>3723.571276</td>\n",
       "      <td>3170.422336</td>\n",
       "      <td>3170.422336</td>\n",
       "      <td>145.720410</td>\n",
       "      <td>145.720410</td>\n",
       "      <td>145.720410</td>\n",
       "      <td>68.370192</td>\n",
       "      <td>68.370192</td>\n",
       "      <td>68.370192</td>\n",
       "      <td>77.350218</td>\n",
       "      <td>77.350218</td>\n",
       "      <td>77.350218</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3316.142747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7231</th>\n",
       "      <td>2020-06-07</td>\n",
       "      <td>3170.536239</td>\n",
       "      <td>2917.813710</td>\n",
       "      <td>3675.644544</td>\n",
       "      <td>3170.536239</td>\n",
       "      <td>3170.536239</td>\n",
       "      <td>144.224011</td>\n",
       "      <td>144.224011</td>\n",
       "      <td>144.224011</td>\n",
       "      <td>68.370203</td>\n",
       "      <td>68.370203</td>\n",
       "      <td>68.370203</td>\n",
       "      <td>75.853808</td>\n",
       "      <td>75.853808</td>\n",
       "      <td>75.853808</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3314.760250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7232</th>\n",
       "      <td>2020-06-08</td>\n",
       "      <td>3170.650143</td>\n",
       "      <td>2836.518962</td>\n",
       "      <td>3607.011552</td>\n",
       "      <td>3170.650143</td>\n",
       "      <td>3170.650143</td>\n",
       "      <td>46.925732</td>\n",
       "      <td>46.925732</td>\n",
       "      <td>46.925732</td>\n",
       "      <td>-27.082119</td>\n",
       "      <td>-27.082119</td>\n",
       "      <td>-27.082119</td>\n",
       "      <td>74.007851</td>\n",
       "      <td>74.007851</td>\n",
       "      <td>74.007851</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3217.575875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7233</th>\n",
       "      <td>2020-06-09</td>\n",
       "      <td>3170.764046</td>\n",
       "      <td>2795.581397</td>\n",
       "      <td>3638.280756</td>\n",
       "      <td>3170.764046</td>\n",
       "      <td>3170.764046</td>\n",
       "      <td>42.902174</td>\n",
       "      <td>42.902174</td>\n",
       "      <td>42.902174</td>\n",
       "      <td>-28.923593</td>\n",
       "      <td>-28.923593</td>\n",
       "      <td>-28.923593</td>\n",
       "      <td>71.825767</td>\n",
       "      <td>71.825767</td>\n",
       "      <td>71.825767</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3213.666220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7234</th>\n",
       "      <td>2020-06-10</td>\n",
       "      <td>3170.877949</td>\n",
       "      <td>2815.992727</td>\n",
       "      <td>3558.866443</td>\n",
       "      <td>3170.877949</td>\n",
       "      <td>3170.877949</td>\n",
       "      <td>43.782746</td>\n",
       "      <td>43.782746</td>\n",
       "      <td>43.782746</td>\n",
       "      <td>-25.542643</td>\n",
       "      <td>-25.542643</td>\n",
       "      <td>-25.542643</td>\n",
       "      <td>69.325389</td>\n",
       "      <td>69.325389</td>\n",
       "      <td>69.325389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3214.660695</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7235 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             ds        trend   yhat_lower   yhat_upper  trend_lower  \\\n",
       "0    1990-12-19   -37.874672  -484.176993   298.382817   -37.874672   \n",
       "1    1990-12-20   -36.488699  -464.725187   290.940411   -36.488699   \n",
       "2    1990-12-21   -35.102726  -489.532402   290.922581   -35.102726   \n",
       "3    1990-12-24   -30.944807  -465.625067   335.602725   -30.944807   \n",
       "4    1990-12-25   -29.558834  -454.912651   341.686877   -29.558834   \n",
       "...         ...          ...          ...          ...          ...   \n",
       "7230 2020-06-06  3170.422336  2929.935470  3723.571276  3170.422336   \n",
       "7231 2020-06-07  3170.536239  2917.813710  3675.644544  3170.536239   \n",
       "7232 2020-06-08  3170.650143  2836.518962  3607.011552  3170.650143   \n",
       "7233 2020-06-09  3170.764046  2795.581397  3638.280756  3170.764046   \n",
       "7234 2020-06-10  3170.877949  2815.992727  3558.866443  3170.877949   \n",
       "\n",
       "      trend_upper  additive_terms  additive_terms_lower  additive_terms_upper  \\\n",
       "0      -37.874672      -51.192899            -51.192899            -51.192899   \n",
       "1      -36.488699      -52.648794            -52.648794            -52.648794   \n",
       "2      -35.102726      -51.191085            -51.191085            -51.191085   \n",
       "3      -30.944807      -46.985851            -46.985851            -46.985851   \n",
       "4      -29.558834      -47.267699            -47.267699            -47.267699   \n",
       "...           ...             ...                   ...                   ...   \n",
       "7230  3170.422336      145.720410            145.720410            145.720410   \n",
       "7231  3170.536239      144.224011            144.224011            144.224011   \n",
       "7232  3170.650143       46.925732             46.925732             46.925732   \n",
       "7233  3170.764046       42.902174             42.902174             42.902174   \n",
       "7234  3170.877949       43.782746             43.782746             43.782746   \n",
       "\n",
       "         weekly  weekly_lower  weekly_upper     yearly  yearly_lower  \\\n",
       "0    -25.542643    -25.542643    -25.542643 -25.650256    -25.650256   \n",
       "1    -27.825774    -27.825774    -27.825774 -24.823019    -24.823019   \n",
       "2    -27.366266    -27.366266    -27.366266 -23.824819    -23.824819   \n",
       "3    -27.082119    -27.082119    -27.082119 -19.903732    -19.903732   \n",
       "4    -28.923593    -28.923593    -28.923593 -18.344107    -18.344107   \n",
       "...         ...           ...           ...        ...           ...   \n",
       "7230  68.370192     68.370192     68.370192  77.350218     77.350218   \n",
       "7231  68.370203     68.370203     68.370203  75.853808     75.853808   \n",
       "7232 -27.082119    -27.082119    -27.082119  74.007851     74.007851   \n",
       "7233 -28.923593    -28.923593    -28.923593  71.825767     71.825767   \n",
       "7234 -25.542643    -25.542643    -25.542643  69.325389     69.325389   \n",
       "\n",
       "      yearly_upper  multiplicative_terms  multiplicative_terms_lower  \\\n",
       "0       -25.650256                   0.0                         0.0   \n",
       "1       -24.823019                   0.0                         0.0   \n",
       "2       -23.824819                   0.0                         0.0   \n",
       "3       -19.903732                   0.0                         0.0   \n",
       "4       -18.344107                   0.0                         0.0   \n",
       "...            ...                   ...                         ...   \n",
       "7230     77.350218                   0.0                         0.0   \n",
       "7231     75.853808                   0.0                         0.0   \n",
       "7232     74.007851                   0.0                         0.0   \n",
       "7233     71.825767                   0.0                         0.0   \n",
       "7234     69.325389                   0.0                         0.0   \n",
       "\n",
       "      multiplicative_terms_upper         yhat  \n",
       "0                            0.0   -89.067571  \n",
       "1                            0.0   -89.137493  \n",
       "2                            0.0   -86.293811  \n",
       "3                            0.0   -77.930658  \n",
       "4                            0.0   -76.826533  \n",
       "...                          ...          ...  \n",
       "7230                         0.0  3316.142747  \n",
       "7231                         0.0  3314.760250  \n",
       "7232                         0.0  3217.575875  \n",
       "7233                         0.0  3213.666220  \n",
       "7234                         0.0  3214.660695  \n",
       "\n",
       "[7235 rows x 19 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#把future喂给predict  就预测未来的90天的值\n",
    "forecast=model.predict(future)\n",
    "forecast"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 结果可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#结果可视化\n",
    "forecast.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot(forecast)#曲线中间突变点拟合的不是那么高  主要是这个模型预测的是一个置信区间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plot_components(forecast)#可以看到各个趋势项"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
